You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
58 lines
2.0 KiB
Python
58 lines
2.0 KiB
Python
from typing import TYPE_CHECKING, Union
|
|
|
|
from imaginairy.config import DEFAULT_UPSCALE_MODEL
|
|
|
|
if TYPE_CHECKING:
|
|
from PIL import Image
|
|
|
|
from imaginairy.schema import LazyLoadingImage
|
|
|
|
|
|
def upscale_img(
|
|
img: "Union[LazyLoadingImage, Image.Image, str]",
|
|
upscale_model: str = DEFAULT_UPSCALE_MODEL,
|
|
tile_size: int = 512,
|
|
tile_pad: int = 50,
|
|
repetition: int = 1,
|
|
device=None,
|
|
) -> "Image.Image":
|
|
"""
|
|
Upscales an image using a specified super-resolution model.
|
|
|
|
It accepts an image in various forms: a LazyLoadingImage instance, a PIL Image,
|
|
or a string representing a URL or file path. Supports different upscaling models, customizable tile size, padding,
|
|
and the number of repetitions for upscaling. It can use tiles to manage memory usage on large images and supports multiple passes for upscaling.
|
|
|
|
Args:
|
|
img (LazyLoadingImage | Image.Image | str): The input image.
|
|
upscale_model (str, optional): Upscaling model to use. Defaults to realesrgan-x2-plus
|
|
tile_size (int, optional): Size of the tiles used for processing the image. Defaults to 512.
|
|
tile_pad (int, optional): Padding size for each tile. Defaults to 50.
|
|
repetition (int, optional): Number of times the upscaling is repeated. Defaults to 1.
|
|
device: The device (CPU/GPU) to be used for computation. If None, the best available device is used.
|
|
|
|
Returns:
|
|
Image.Image: The upscaled image as a PIL Image object.
|
|
"""
|
|
from PIL import Image
|
|
|
|
from imaginairy.enhancers.upscale import upscale_image
|
|
from imaginairy.schema import LazyLoadingImage
|
|
|
|
if isinstance(img, str):
|
|
if img.startswith("https://"):
|
|
img = LazyLoadingImage(url=img)
|
|
else:
|
|
img = LazyLoadingImage(filepath=img)
|
|
elif isinstance(img, Image.Image):
|
|
img = LazyLoadingImage(img=img)
|
|
|
|
return upscale_image(
|
|
img,
|
|
upscale_model,
|
|
tile_size=tile_size,
|
|
tile_pad=tile_pad,
|
|
repetition=repetition,
|
|
device=device,
|
|
)
|